Roller coasters, bumper cars, musicals, or ziplines: Cruise ships offer plenty to entertain passengers. One cruise line is now testing the entertainment of the future–with robots on cruise ships.

SAN DIEGO, California—Boston-based Blue Water Autonomy aims to take its 190-foot robot patrol craft from prototype to production this year, joining a newly crowded field of startups and established ...